Scanner Invariant Multiple Sclerosis Lesion Segmentation from MRI

no code implementations • 22 Oct 2019 • Shahab Aslani, Vittorio Murino, Michael Dayan, Roger Tam, Diego Sona, Ghassan Hamarneh

This paper presents a simple and effective generalization method for magnetic resonance imaging (MRI) segmentation when data is collected from multiple MRI scanning sites and as a consequence is affected by (site-)domain shifts.

Lesion Segmentation MRI segmentation +1

Multi-branch Convolutional Neural Network for Multiple Sclerosis Lesion Segmentation

no code implementations • 7 Nov 2018 • Shahab Aslani, Michael Dayan, Loredana Storelli, Massimo Filippi, Vittorio Murino, Maria A. Rocca, Diego Sona

Our method is based on a deep end-to-end 2D convolutional neural network (CNN) for slice-based segmentation of 3D volumetric data.

Feature Upsampling Lesion Segmentation +1